Considering that Kindle is linux based I don't think that we should automatically assume that Amazon is the default software provider.
Calibre can help convert some pdf's..
in addition there's also the duokan os which actually adds more formats
https://www.mobileread.com/forums/sho...t=83201&page=2
yes it is in chinese but still it works well.